Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2966 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 304.1 KiB |
| Average record size in memory | 105.0 B |
Variable types
| Numeric | 12 |
|---|
gross_revenue is highly overall correlated with qtde_invoices and 3 other fields | High correlation |
recency_days is highly overall correlated with qtde_invoices | High correlation |
qtde_invoices is highly overall correlated with gross_revenue and 3 other fields | High correlation |
qtde_items is highly overall correlated with gross_revenue and 3 other fields | High correlation |
avg_ticket is highly overall correlated with avg_unique_basket_size | High correlation |
avg_recency_days is highly overall correlated with frequency | High correlation |
frequency is highly overall correlated with avg_recency_days | High correlation |
qtde_products is highly overall correlated with gross_revenue and 3 other fields | High correlation |
avg_basket_size is highly overall correlated with gross_revenue and 1 other fields | High correlation |
avg_unique_basket_size is highly overall correlated with avg_ticket and 1 other fields | High correlation |
avg_ticket is highly skewed (γ1 = 25.14994547) | Skewed |
frequency is highly skewed (γ1 = 24.93345733) | Skewed |
qtde_returns is highly skewed (γ1 = 21.34478203) | Skewed |
customer_id has unique values | Unique |
recency_days has 33 (1.1%) zeros | Zeros |
qtde_returns has 1480 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-31 18:56:16.254139 |
|---|---|
| Analysis finished | 2024-07-31 18:56:52.375158 |
| Duration | 36.12 seconds |
| Software version | pandas-profiling vv3.6.3 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
| Distinct | 2966 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.195 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 49.2 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.25 |
| Q1 | 13799.75 |
| median | 15219 |
| Q3 | 16769.5 |
| 95-th percentile | 17964.75 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969.75 |
Descriptive statistics
| Standard deviation | 1719.2353 |
|---|---|
| Coefficient of variation (CV) | 0.11258764 |
| Kurtosis | -1.2057693 |
| Mean | 15270.195 |
| Median Absolute Deviation (MAD) | 1487.5 |
| Skewness | 0.032598535 |
| Sum | 45291399 |
| Variance | 2955770 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 17420 | 1 | < 0.1% |
| 15862 | 1 | < 0.1% |
| 12583 | 1 | < 0.1% |
| 13748 | 1 | < 0.1% |
| 15100 | 1 | < 0.1% |
| 15291 | 1 | < 0.1% |
| 14688 | 1 | < 0.1% |
| 17809 | 1 | < 0.1% |
| 15311 | 1 | < 0.1% |
| Other values (2956) | 2956 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
gross_revenue
Real number (ℝ)
| Distinct | 2953 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2688.0635 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 229.6575 |
| Q1 | 567.58 |
| median | 1080.5 |
| Q3 | 2300.9425 |
| 95-th percentile | 7123.2025 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1733.3625 |
Descriptive statistics
| Standard deviation | 10134.006 |
|---|---|
| Coefficient of variation (CV) | 3.7700025 |
| Kurtosis | 397.6063 |
| Mean | 2688.0635 |
| Median Absolute Deviation (MAD) | 667.23 |
| Skewness | 17.64355 |
| Sum | 7972796.5 |
| Variance | 1.0269808 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1224.06 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 889.93 | 2 | 0.1% |
| 1314.45 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 716 | 2 | 0.1% |
| 293 | 2 | 0.1% |
| 178.96 | 2 | 0.1% |
| Other values (2943) | 2946 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 | |
| 70.02 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194390.79 | 1 | |
| 140336.83 | 1 | |
| 124564.53 | 1 | |
| 117210.08 | 1 | |
| 91062.38 | 1 | |
| 72708.09 | 1 | |
| 66653.56 | 1 | |
| 65039.62 | 1 |
recency_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.240391 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 33 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.578516 |
|---|---|
| Coefficient of variation (CV) | 1.2076283 |
| Kurtosis | 2.7562973 |
| Mean | 64.240391 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7934182 |
| Sum | 190537 |
| Variance | 6018.4262 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 3 | 85 | 2.9% |
| 2 | 84 | 2.8% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 7 | 66 | 2.2% |
| 9 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 16 | 55 | 1.9% |
| Other values (262) | 2217 |
| Value | Count | Frequency (%) |
| 0 | 33 | 1.1% |
| 1 | 99 | |
| 2 | 84 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 3 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
qtde_invoices
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7245448 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.8550241 |
|---|---|
| Coefficient of variation (CV) | 1.5468521 |
| Kurtosis | 191.01665 |
| Mean | 5.7245448 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.770861 |
| Sum | 16979 |
| Variance | 78.411451 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 784 | |
| 3 | 498 | |
| 4 | 394 | |
| 5 | 236 | 8.0% |
| 1 | 189 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 139 | 4.7% |
| 8 | 98 | 3.3% |
| 9 | 68 | 2.3% |
| 10 | 55 | 1.9% |
| Other values (46) | 332 |
| Value | Count | Frequency (%) |
| 1 | 189 | 6.4% |
| 2 | 784 | |
| 3 | 498 | |
| 4 | 394 | |
| 5 | 236 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 139 | 4.7% |
| 8 | 98 | 3.3% |
| 9 | 68 | 2.3% |
| 10 | 55 | 1.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 1 | |
| 90 | 1 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 |
qtde_items
Real number (ℝ)
| Distinct | 1674 |
|---|---|
| Distinct (%) | 56.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1578.3631 |
| Minimum | 2 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 102.25 |
| Q1 | 294 |
| median | 637.5 |
| Q3 | 1397.75 |
| 95-th percentile | 4382 |
| Maximum | 196844 |
| Range | 196842 |
| Interquartile range (IQR) | 1103.75 |
Descriptive statistics
| Standard deviation | 5704.0916 |
|---|---|
| Coefficient of variation (CV) | 3.6139286 |
| Kurtosis | 517.49252 |
| Mean | 1578.3631 |
| Median Absolute Deviation (MAD) | 419.5 |
| Skewness | 18.755747 |
| Sum | 4681425 |
| Variance | 32536661 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 272 | 9 | 0.3% |
| 114 | 9 | 0.3% |
| 88 | 8 | 0.3% |
| 310 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 192 | 8 | 0.3% |
| 150 | 8 | 0.3% |
| 146 | 7 | 0.2% |
| 355 | 7 | 0.2% |
| 219 | 7 | 0.2% |
| Other values (1664) | 2887 |
| Value | Count | Frequency (%) |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 | |
| 26 | 1 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80238 | 1 | |
| 77373 | 1 | |
| 69973 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58283 | 1 | |
| 57768 | 1 | |
| 50255 | 1 |
avg_ticket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2965 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.040788 |
| Minimum | 2.1505882 |
|---|---|
| Maximum | 4453.43 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 2.1505882 |
|---|---|
| 5-th percentile | 5.003268 |
| Q1 | 13.230105 |
| median | 17.995736 |
| Q3 | 24.991714 |
| 95-th percentile | 90.174375 |
| Maximum | 4453.43 |
| Range | 4451.2794 |
| Interquartile range (IQR) | 11.761609 |
Descriptive statistics
| Standard deviation | 119.56867 |
|---|---|
| Coefficient of variation (CV) | 3.6188202 |
| Kurtosis | 812.47908 |
| Mean | 33.040788 |
| Median Absolute Deviation (MAD) | 6.0150748 |
| Skewness | 25.149945 |
| Sum | 97998.976 |
| Variance | 14296.667 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.47833333 | 2 | 0.1% |
| 18.15222222 | 1 | < 0.1% |
| 13.92736842 | 1 | < 0.1% |
| 16.29372093 | 1 | < 0.1% |
| 36.24411765 | 1 | < 0.1% |
| 29.78416667 | 1 | < 0.1% |
| 22.8792623 | 1 | < 0.1% |
| 20.51104167 | 1 | < 0.1% |
| 149.025 | 1 | < 0.1% |
| 21.47435897 | 1 | < 0.1% |
| Other values (2955) | 2955 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.443153153 | 1 | |
| 2.525591398 | 1 | |
| 2.567074341 | 1 | |
| 2.570175439 | 1 | |
| 2.65 | 1 | |
| 2.681666667 | 1 | |
| 2.716478873 | 1 | |
| 2.764450262 | 1 | |
| 2.768733945 | 1 |
| Value | Count | Frequency (%) |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 | |
| 624.4 | 1 | |
| 615.75 | 1 |
avg_recency_days
Real number (ℝ)
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.319484 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 26 |
| median | 48.267857 |
| Q3 | 85.25 |
| 95-th percentile | 200.75 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.25 |
Descriptive statistics
| Standard deviation | 63.514838 |
|---|---|
| Coefficient of variation (CV) | 0.94348373 |
| Kurtosis | 4.9060172 |
| Mean | 67.319484 |
| Median Absolute Deviation (MAD) | 26.267857 |
| Skewness | 2.0661053 |
| Sum | 199669.59 |
| Variance | 4034.1347 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 25 | 0.8% |
| 70 | 21 | 0.7% |
| 4 | 21 | 0.7% |
| 7 | 20 | 0.7% |
| 49 | 18 | 0.6% |
| 35 | 18 | 0.6% |
| 46 | 17 | 0.6% |
| 21 | 17 | 0.6% |
| 11 | 17 | 0.6% |
| 5 | 16 | 0.5% |
| Other values (1248) | 2776 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.5 | 1 | < 0.1% |
| 2 | 13 | |
| 2.5 | 1 | < 0.1% |
| 2.601398601 | 1 | < 0.1% |
| 3 | 15 | |
| 3.321428571 | 1 | < 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 21 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
frequency
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1224 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11343206 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.008892186 |
| Q1 | 0.016342095 |
| median | 0.025889968 |
| Q3 | 0.049295775 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455 |
| Interquartile range (IQR) | 0.032953679 |
Descriptive statistics
| Standard deviation | 0.40799982 |
|---|---|
| Coefficient of variation (CV) | 3.5968652 |
| Kurtosis | 991.9773 |
| Mean | 0.11343206 |
| Median Absolute Deviation (MAD) | 0.012159919 |
| Skewness | 24.933457 |
| Sum | 336.43949 |
| Variance | 0.16646386 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 197 | 6.6% |
| 0.0625 | 18 | 0.6% |
| 0.02777777778 | 17 | 0.6% |
| 0.02380952381 | 16 | 0.5% |
| 0.08333333333 | 15 | 0.5% |
| 0.03448275862 | 15 | 0.5% |
| 0.09090909091 | 15 | 0.5% |
| 0.02941176471 | 14 | 0.5% |
| 0.02127659574 | 13 | 0.4% |
| 0.03571428571 | 13 | 0.4% |
| Other values (1214) | 2633 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 6 | 0.2% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 197 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| 0.5 | 3 | 0.1% |
qtde_products
Real number (ℝ)
| Distinct | 458 |
|---|---|
| Distinct (%) | 15.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 121.30512 |
| Minimum | 1 |
|---|---|
| Maximum | 7665 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 66 |
| Q3 | 135 |
| 95-th percentile | 378.75 |
| Maximum | 7665 |
| Range | 7664 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 266.0748 |
|---|---|
| Coefficient of variation (CV) | 2.1934341 |
| Kurtosis | 351.26282 |
| Mean | 121.30512 |
| Median Absolute Deviation (MAD) | 43 |
| Skewness | 15.649601 |
| Sum | 359791 |
| Variance | 70795.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 43 | 1.4% |
| 20 | 39 | 1.3% |
| 29 | 35 | 1.2% |
| 19 | 34 | 1.1% |
| 15 | 33 | 1.1% |
| 11 | 32 | 1.1% |
| 25 | 32 | 1.1% |
| 35 | 32 | 1.1% |
| 34 | 30 | 1.0% |
| 27 | 30 | 1.0% |
| Other values (448) | 2626 |
| Value | Count | Frequency (%) |
| 1 | 5 | 0.2% |
| 2 | 14 | |
| 3 | 15 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 28 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 26 | |
| 10 | 28 |
| Value | Count | Frequency (%) |
| 7665 | 1 | |
| 5668 | 1 | |
| 5095 | 1 | |
| 4397 | 1 | |
| 2674 | 1 | |
| 2366 | 1 | |
| 2060 | 1 | |
| 1814 | 1 | |
| 1662 | 1 | |
| 1635 | 1 |
qtde_returns
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 212 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.212407 |
| Minimum | 0 |
|---|---|
| Maximum | 9014 |
| Zeros | 1480 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 99.5 |
| Maximum | 9014 |
| Range | 9014 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 268.82943 |
|---|---|
| Coefficient of variation (CV) | 7.8576589 |
| Kurtosis | 578.70741 |
| Mean | 34.212407 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 21.344782 |
| Sum | 101474 |
| Variance | 72269.261 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 90 | 3.0% |
| 6 | 78 | 2.6% |
| 5 | 62 | 2.1% |
| 12 | 51 | 1.7% |
| 7 | 42 | 1.4% |
| 8 | 42 | 1.4% |
| Other values (202) | 704 |
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 90 | 3.0% |
| 5 | 62 | 2.1% |
| 6 | 78 | 2.6% |
| 7 | 42 | 1.4% |
| 8 | 42 | 1.4% |
| 9 | 41 | 1.4% |
| Value | Count | Frequency (%) |
| 9014 | 1 | |
| 6420 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 | |
| 1594 | 1 |
avg_basket_size
Real number (ℝ)
| Distinct | 1975 |
|---|---|
| Distinct (%) | 66.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 235.47115 |
| Minimum | 1 |
|---|---|
| Maximum | 6009.3333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 102.5 |
| median | 171.5 |
| Q3 | 280.65 |
| 95-th percentile | 598.475 |
| Maximum | 6009.3333 |
| Range | 6008.3333 |
| Interquartile range (IQR) | 178.15 |
Descriptive statistics
| Standard deviation | 283.1479 |
|---|---|
| Coefficient of variation (CV) | 1.2024739 |
| Kurtosis | 103.84362 |
| Mean | 235.47115 |
| Median Absolute Deviation (MAD) | 82.5 |
| Skewness | 7.7401096 |
| Sum | 698407.42 |
| Variance | 80172.731 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 114 | 11 | 0.4% |
| 100 | 11 | 0.4% |
| 73 | 10 | 0.3% |
| 86 | 10 | 0.3% |
| 82 | 9 | 0.3% |
| 140 | 8 | 0.3% |
| 189 | 8 | 0.3% |
| 88 | 8 | 0.3% |
| 81 | 7 | 0.2% |
| 60 | 7 | 0.2% |
| Other values (1965) | 2877 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 | |
| 2082.225806 | 1 |
avg_unique_basket_size
Real number (ℝ)
| Distinct | 908 |
|---|---|
| Distinct (%) | 30.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.141913 |
| Minimum | 0.2 |
|---|---|
| Maximum | 258 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7.5073529 |
| median | 13.452273 |
| Q3 | 21.7875 |
| 95-th percentile | 45 |
| Maximum | 258 |
| Range | 257.8 |
| Interquartile range (IQR) | 14.280147 |
Descriptive statistics
| Standard deviation | 15.120193 |
|---|---|
| Coefficient of variation (CV) | 0.88205988 |
| Kurtosis | 30.500905 |
| Mean | 17.141913 |
| Median Absolute Deviation (MAD) | 6.5477273 |
| Skewness | 3.4748159 |
| Sum | 50842.913 |
| Variance | 228.62025 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 42 | 1.4% |
| 17 | 40 | 1.3% |
| 8 | 40 | 1.3% |
| 13 | 40 | 1.3% |
| 14 | 39 | 1.3% |
| 7.5 | 36 | 1.2% |
| 12 | 36 | 1.2% |
| 11 | 36 | 1.2% |
| 7 | 35 | 1.2% |
| 16 | 35 | 1.2% |
| Other values (898) | 2587 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 6 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 13 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 2 | 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.5882352941 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 258 | 1 | |
| 168.5 | 1 | |
| 143 | 1 | |
| 127 | 1 | |
| 102 | 2 | |
| 100 | 1 | |
| 94 | 2 | |
| 93.5 | 1 | |
| 91.33333333 | 1 | |
| 91 | 1 |
| customer_id | gross_revenue | recency_days | qtde_invoices | qtde_items | avg_ticket | avg_recency_days | frequency | qtde_products | qtde_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.078 | 0.000 | 0.026 | -0.072 | -0.130 | 0.018 | -0.002 | 0.010 | -0.064 | -0.126 | -0.016 |
| gross_revenue | -0.078 | 1.000 | -0.413 | 0.771 | 0.925 | 0.251 | -0.251 | 0.093 | 0.746 | 0.374 | 0.574 | 0.098 |
| recency_days | 0.000 | -0.413 | 1.000 | -0.503 | -0.406 | 0.049 | 0.109 | 0.016 | -0.436 | -0.120 | -0.096 | 0.014 |
| qtde_invoices | 0.026 | 0.771 | -0.503 | 1.000 | 0.717 | 0.060 | -0.259 | 0.080 | 0.693 | 0.296 | 0.101 | -0.185 |
| qtde_items | -0.072 | 0.925 | -0.406 | 0.717 | 1.000 | 0.171 | -0.231 | 0.084 | 0.733 | 0.346 | 0.729 | 0.141 |
| avg_ticket | -0.130 | 0.251 | 0.049 | 0.060 | 0.171 | 1.000 | -0.123 | 0.092 | -0.371 | 0.189 | 0.193 | -0.616 |
| avg_recency_days | 0.018 | -0.251 | 0.109 | -0.259 | -0.231 | -0.123 | 1.000 | -0.881 | -0.169 | -0.399 | -0.082 | 0.130 |
| frequency | -0.002 | 0.093 | 0.016 | 0.080 | 0.084 | 0.092 | -0.881 | 1.000 | 0.038 | 0.235 | 0.031 | -0.121 |
| qtde_products | 0.010 | 0.746 | -0.436 | 0.693 | 0.733 | -0.371 | -0.169 | 0.038 | 1.000 | 0.248 | 0.383 | 0.508 |
| qtde_returns | -0.064 | 0.374 | -0.120 | 0.296 | 0.346 | 0.189 | -0.399 | 0.235 | 0.248 | 1.000 | 0.212 | -0.054 |
| avg_basket_size | -0.126 | 0.574 | -0.096 | 0.101 | 0.729 | 0.193 | -0.082 | 0.031 | 0.383 | 0.212 | 1.000 | 0.396 |
| avg_unique_basket_size | -0.016 | 0.098 | 0.014 | -0.185 | 0.141 | -0.616 | 0.130 | -0.121 | 0.508 | -0.054 | 0.396 | 1.000 |
| customer_id | gross_revenue | recency_days | qtde_invoices | qtde_items | avg_ticket | avg_recency_days | frequency | qtde_products | qtde_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 34.0 | 1733.0 | 18.152222 | 35.500000 | 17.000000 | 297.0 | 37.0 | 50.970588 | 0.588235 |
| 1 | 13047 | 3232.59 | 56.0 | 9.0 | 1390.0 | 18.904035 | 27.250000 | 0.028302 | 171.0 | 35.0 | 154.444444 | 11.666667 |
| 2 | 12583 | 6705.38 | 2.0 | 15.0 | 5028.0 | 28.902500 | 23.187500 | 0.040323 | 232.0 | 50.0 | 335.200000 | 7.600000 |
| 3 | 13748 | 948.25 | 95.0 | 5.0 | 439.0 | 33.866071 | 92.666667 | 0.017921 | 28.0 | 0.0 | 87.800000 | 4.800000 |
| 4 | 15100 | 876.00 | 333.0 | 3.0 | 80.0 | 292.000000 | 8.600000 | 0.073171 | 3.0 | 22.0 | 26.666667 | 0.333333 |
| 5 | 15291 | 4623.30 | 25.0 | 14.0 | 2102.0 | 45.326471 | 23.200000 | 0.040115 | 102.0 | 29.0 | 150.142857 | 4.357143 |
| 6 | 14688 | 5579.10 | 7.0 | 21.0 | 3584.0 | 17.219444 | 18.300000 | 0.057221 | 324.0 | 399.0 | 170.666667 | 6.857143 |
| 7 | 17809 | 5411.91 | 16.0 | 12.0 | 2057.0 | 88.719836 | 35.700000 | 0.033520 | 61.0 | 41.0 | 171.416667 | 3.750000 |
| 8 | 15311 | 60632.75 | 0.0 | 91.0 | 38147.0 | 25.626691 | 4.144444 | 0.243316 | 2366.0 | 474.0 | 419.197802 | 5.978022 |
| 9 | 16098 | 2005.63 | 87.0 | 7.0 | 613.0 | 29.934776 | 47.666667 | 0.024390 | 67.0 | 0.0 | 87.571429 | 4.714286 |
| customer_id | gross_revenue | recency_days | qtde_invoices | qtde_items | avg_ticket | avg_recency_days | frequency | qtde_products | qtde_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5602 | 17727 | 1060.25 | 15.0 | 1.0 | 645.0 | 16.064394 | 6.0 | 1.000000 | 66.0 | 6.0 | 645.000000 | 66.000000 |
| 5612 | 17232 | 417.77 | 2.0 | 2.0 | 202.0 | 11.936286 | 12.0 | 0.153846 | 35.0 | 0.0 | 101.000000 | 15.000000 |
| 5613 | 17468 | 137.00 | 10.0 | 2.0 | 116.0 | 27.400000 | 4.0 | 0.400000 | 5.0 | 0.0 | 58.000000 | 2.500000 |
| 5624 | 13596 | 664.11 | 5.0 | 2.0 | 384.0 | 4.548699 | 7.0 | 0.250000 | 146.0 | 0.0 | 192.000000 | 66.500000 |
| 5630 | 14893 | 1237.85 | 9.0 | 2.0 | 799.0 | 16.956849 | 2.0 | 0.666667 | 73.0 | 0.0 | 399.500000 | 34.000000 |
| 5634 | 12479 | 473.20 | 11.0 | 1.0 | 382.0 | 15.773333 | 4.0 | 1.000000 | 30.0 | 34.0 | 382.000000 | 29.000000 |
| 5655 | 14126 | 706.13 | 7.0 | 3.0 | 508.0 | 47.075333 | 3.0 | 0.750000 | 15.0 | 50.0 | 169.333333 | 4.666667 |
| 5661 | 13521 | 1070.47 | 1.0 | 3.0 | 715.0 | 2.567074 | 4.5 | 0.300000 | 417.0 | 0.0 | 238.333333 | 102.000000 |
| 5671 | 15060 | 293.00 | 8.0 | 4.0 | 256.0 | 2.570175 | 1.0 | 2.000000 | 114.0 | 0.0 | 64.000000 | 19.250000 |
| 5690 | 12558 | 269.96 | 7.0 | 1.0 | 196.0 | 24.541818 | 6.0 | 1.000000 | 11.0 | 196.0 | 196.000000 | 11.000000 |